{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from minepy import MINE\n",
    "from joblib  import Parallel,delayed\n",
    "import numpy as np\n",
    "import os\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def mic(x,y):\n",
    "    '''输入为dataframe'''\n",
    "    if type(x) == pd.DataFrame:\n",
    "        x = x.prob.values.ravel()\n",
    "        y = y.prob.values.ravel()\n",
    "    m = MINE(est ='mic_e')\n",
    "    m.compute_score(x,y)\n",
    "    return m.mic()\n",
    "\n",
    "def cal_raw(x,pred_list):\n",
    "    result = Parallel(n_jobs=len(pred_list),verbose=10)(delayed(mic)(x,y) for y in pred_list)\n",
    "    return result\n",
    "\n",
    "def cal_matrix(pred_list):\n",
    "    result = Parallel(n_jobs=len(pred_list),verbose=10)(delayed(cal_raw)(x,pred_list) for x in pred_list)\n",
    "    return np.array(result)\n",
    "\n",
    "def plot_mic_matrix(mic_matrix,ticks):\n",
    "    plt.figure(figsize=(16,16))\n",
    "    plt.xticks(fontsize=20)\n",
    "    plt.yticks(fontsize=20)\n",
    "    sns.heatmap(mic_matrix,linewidths=1,vmax=1.0,\n",
    "            square=True,linecolor='white',annot=True,xticklabels=ticks,yticklabels =ticks)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "file_names = [file for file in os.listdir('./preds_for_bagging/') if file[0]!='.']\n",
    "\n",
    "pred_list = []\n",
    "for file in file_names:\n",
    "    pred = pd.read_csv(os.path.join('./preds_for_bagging/',file))\n",
    "    pred_list.append(pred)\n",
    "mic_matrix = cal_matrix(pred_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1152 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_mic_matrix(mic_matrix,file_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
